Fig 5. Representative simulations.

This figure shows representative simulations for weak, moderate, and strong signal strength under the simulations with a large number of features (45305). The black points represent the features that belong to the network. The dashed lines within each plot represents the k-means cluster threshold obtained from the SuMO-Fil method, where all points within the bottom left quadrant of each plot represent the features that will be removed. Plots (A) and (D) correspond to the correlation measures for $\mathcal{X}$ and $\mathcal{G}$, respectively, for a representative simulation under the weak signal setting; plots (B) and (E) correspond to the correlation measures for $\mathcal{X}$ and $\mathcal{G}$, respectively, for a representative simulation under the moderate signal setting; plots (C) and (F) correspond to the correlation measures for $\mathcal{X}$ and $\mathcal{G}$, respectively, for a representative simulation under the strong signal setting. In (A), we see 1 point (network feature) in the bottom left quadrant that would be erroneously removed from the SuMO-Fil method.